{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains code for making a directory structure as per keras ImageDataGenerator needs.\n",
    "I have also increased the dataset using webscraping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import shutil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.makedirs(r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\images\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Labels = {cloudy, rain, shine, sunrise}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1125"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Original Dataset length\n",
    "len(os.listdir(r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\dataset2\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Making directory structure \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Custom funtion to move images to respective directories\n",
    "def imgtodir(destination, label):\n",
    "\n",
    "    \"\"\"\n",
    "    This function creates a keras compatible directory structure\n",
    "    \n",
    "    Parameters : \n",
    "    destination : destination path\n",
    "    label : Label of an image\n",
    "    \"\"\"\n",
    "    \n",
    "    source = r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\dataset2\"\n",
    "    \n",
    "    if not os.path.exists(destination):\n",
    "        os.makedirs(destination)\n",
    "        \n",
    "    for image in os.listdir(source):\n",
    "        if label in image:\n",
    "            shutil.copyfile(os.path.join(source, image), os.path.join(destination, image))\n",
    "    return 'Successfully moved ' + str(len(os.listdir(destination))) + ' images'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Successfully moved 300 images'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgtodir(r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\data\\cloudy\", \"cloudy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Successfully moved 215 images'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgtodir(r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\data\\rain\", \"rain\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Successfully moved 253 images'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgtodir(r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\data\\shine\", \"shine\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Successfully moved 357 images'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgtodir(r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\data\\sunrise\", \"sunrise\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Increasing dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def img_download(path, limit, keyword, format):\n",
    "    \n",
    "    \"\"\"\n",
    "    This function uses google_images_download library to download the images.\n",
    "    \n",
    "    If you want to download more than 100 images you need chromedriver installed in your system.\n",
    "    \n",
    "    Parameters : \n",
    "    \n",
    "    path : Allows you specify the main directory name in which the images are downloaded\n",
    "    \n",
    "    limit : Denotes number of images that you want to download.\n",
    "    \n",
    "    format : Denotes the format/extension of the image that you want to download.\n",
    "    \n",
    "    \"\"\"\n",
    "    \n",
    "    if not os.path.exists(path):\n",
    "        os.makedirs(path)\n",
    "    \n",
    "    #importing the library\n",
    "    from google_images_download import google_images_download  \n",
    "    #class instantiation\n",
    "    response = google_images_download.googleimagesdownload()   \n",
    "    arguments = {\"keywords\":keyword,\n",
    "                 \"limit\":limit,\n",
    "                 \"size\":\"medium\",\n",
    "                 \"chromedriver\":r\"C:\\webdrivers\\chromedriver.exe\",\n",
    "                 \"output_directory\":path}\n",
    "    paths = response.download(arguments)\n",
    "    print(paths) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Item no.: 1 --> Item name = blue sky with sun\n",
      "Evaluating...\n",
      "Getting you a lot of images. This may take a few moments...\n",
      "Reached end of Page.\n",
      "Starting Download...\n",
      "Completed Image ====> 1.1.jpg\n",
      "Completed Image ====> 2.blue-sky-sun-260nw-524355994.jpg\n",
      "Completed Image ====> 3.Blue-sky-with-sun-590x300.jpg\n",
      "Completed Image ====> 4.blue-sky-with-sun-clouds-background_41389-397.jpg\n",
      "Completed Image ====> 5.sunbeam-through-haze-on-blue-260nw-405349120.jpg\n",
      "Completed Image ====> 6.1.jpg\n",
      "Completed Image ====> 7.depositphotos_203860346-stock-video-time-lapse-bright-blue-sky.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 8.Clouds-in-the-blue-sky-and-sun-590x300.jpg\n",
      "Completed Image ====> 9.sun-clouds-blue-sky-14641020076aM.jpg\n",
      "Completed Image ====> 10.79947328-sunny-background-blue-sky-with-white-clouds-and-sun-vector-illustration-.jpg\n",
      "Completed Image ====> 11.sun-in-blue-sky-with-clouds-tomch.jpg\n",
      "IOError on an image...trying next one... Error: The read operation timed out\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Completed Image ====> 12.93278577-sunny-background-blue-sky-with-white-clouds-and-sun-vector-illustration-.jpg\n",
      "Completed Image ====> 13.mid-day-blue-sky-sun-clouds-lens-flare-photo-mid-day-blue-sky-sun-clouds-lens-flare-142860890.jpg\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Completed Image ====> 14.c311d35a57ea09b4a752138195bab284.jpg\n",
      "Completed Image ====> 15.blue-sky-with-sun-and-beautiful-clouds-stock-image__k21723610.jpg\n",
      "Completed Image ====> 16.sun-shining-blue-sky-with-white-clouds-realistic-background_1284-10467.jpg\n",
      "Completed Image ====> 17.78-780841_clouds-sun-ftestickers-report-blue-sky-png-hd.png\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 18.blue-sky-with-sun-and-clouds-vector-4058871.jpg\n",
      "Completed Image ====> 19.b773f309fc1a15c401032312c58db9fd.jpg\n",
      "URLError on an image...trying next one... Error: HTTP Error 404: Not Found\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Completed Image ====> 20.blue-sky-clouds-sun-rays-to-be-used-as-background-30301622.jpg\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Completed Image ====> 21.Blue-sky-with-sun-vector-template.jpg\n",
      "Completed Image ====> 22.68356014-sunny-background-blue-sky-with-white-clouds-and-sun-vector-illustration-.jpg\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Completed Image ====> 23.blue-sky-and-sun-ray-seisiri-silapasuwanchai.jpg\n",
      "Completed Image ====> 24.kfvjuf1uusicowuud48osrvc1jv5oheyjxvwwnn8rib6x9vetxjq2filfiqchint-.jpg\n",
      "Completed Image ====> 25.900_fabartdesigns_tree,%20sun,%20sunshine,%20summer,%20meadow,%20grassland,%20landscape,%20morning,%20grass,%20blue%20sky,%20clear%20sky,%20countryside,%20sunrise,%20yorkshire,.jpg\n",
      "Completed Image ====> 26.blue-sky-with-sun-and-clouds-stock-image_csp17602867.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 27.Sun-Clear-Sky.jpg\n",
      "Completed Image ====> 28.sunshine-with-sun-and-blue-sky-vector-19850308.jpg\n",
      "IOError on an image...trying next one... Error: The read operation timed out\n",
      "Completed Image ====> 29.stickers-blue-sky-with-sun-and-beautiful-clouds.jpg\n",
      "Completed Image ====> 30.blue-sky-sun-few-clouds-blue-sky-sun-few-clouds-as-nature-background-123564998.jpg\n",
      "Completed Image ====> 31.The-Bright-Sun-Blue-Sky-Clouds-1136x640.jpg\n",
      "Completed Image ====> 32.d33dd635f50f7f28357aac7c5a5e39ba.jpg\n",
      "Completed Image ====> 33.blue-sky-and-sun-drawing__k11562833.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 34.vector_sky_background_241237.jpg\n",
      "Completed Image ====> 35.101478328-blue-sky-with-sun-reflection-symbol-in-3d-illustration.jpg\n",
      "Completed Image ====> 36.nice-blue-sky-with-sun-beam-with-cloudy_7189-505.jpg\n",
      "Completed Image ====> 37.cloudscape-blue-sky-with-clouds-and-sun-paper-vector-15260453.jpg\n",
      "Completed Image ====> 38.sunny-background-blue-sky-with-white-clouds-and-sun-vector-illustration.jpg\n",
      "Completed Image ====> 39.blue-sky-with-clouds-and-sun-rays.jpg\n",
      "Completed Image ====> 40.blue-sky-with-white-clouds-and-the-sun-stock-photography_csp72675900.jpg\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Completed Image ====> 41.view-blue-sky-sun-clouds-125437831.jpg\n",
      "Completed Image ====> 42.1.jpg\n",
      "Completed Image ====> 43.heavenly-bright-blue-sky-with-sun-flare-stock-photo__k10764457.jpg\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "URLError on an image...trying next one... Error: HTTP Error 403: Forbidden\n",
      "Completed Image ====> 44.blue-sky-with-sun-and-beautiful-clouds-jeng-suntorn-niamwhan.jpg\n",
      "Completed Image ====> 45.colorful-blue-sky-background-with-clouds-and-sun-with-rays-vector.jpg\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Completed Image ====> 46.800px_COLOURBOX3995959.jpg\n",
      "Completed Image ====> 47.preview16.jpg\n",
      "Completed Image ====> 48.1019-blue-sky-with-clouds-sun-rays-background-image.jpg\n",
      "Completed Image ====> 49.blue-sky-with-sun-beautiful-clouds_1232-1961.jpg\n",
      "Completed Image ====> 50.blue-skies-with-sun-stock-image-2231720.jpg\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Completed Image ====> 51.sun-3686851_960_720.jpg\n",
      "Completed Image ====> 52.blue-sky-bright-sun-clouds-76385996.jpg\n",
      "Completed Image ====> 53.blue-sky-with-clouds-and-sun-stock-photo_csp9017072.jpg\n",
      "Completed Image ====> 54.beautiful-shining-sun-clear-blue-260nw-1208786047.jpg\n",
      "Completed Image ====> 55.blue-sky-with-clouds-and-sun-rays.jpg\n",
      "Completed Image ====> 56.depositphotos_118896146-stock-photo-blue-sky-with-sun-background.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 57.bright-sun-on-blue-sky-with-clouds-stock-image__k2785290.jpg\n",
      "Completed Image ====> 58.20419217bf4efb143146b97beca3d9a6.jpg\n",
      "Completed Image ====> 59.sun-ray-light-blue-sky-nature-background_52253-1824.jpg\n",
      "Completed Image ====> 60.qj0xvza7l5j7qat1spttrw5gfxsyai9hce926yic0gvz9fi2hsnxxngiaazdxbcq-.jpg\n",
      "Completed Image ====> 61.D95_25_006_0004_600.jpg\n",
      "Completed Image ====> 62.blue-sky-with-clouds-and-sun_gg71722599.jpg\n",
      "Completed Image ====> 63.blue-sky-and-sun-panorama-konradlew.jpg\n",
      "Completed Image ====> 64.blue-sky-with-clouds-and-sun-rays-Download-Royalty-free-Vector-File-EPS-120382.jpg\n",
      "Completed Image ====> 65.beautiful-sky-with-sun-and-clouds_gg58430056.jpg\n",
      "Completed Image ====> 66.500_F_74492335_deJlFi3DlD8Z2OPhjLb6RrnnCyJyhAxB.jpg\n",
      "Completed Image ====> 67.1968420_stock-photo-sun-with-clouds-in-blue-sky.jpg\n",
      "Completed Image ====> 68.106138595-hot-summer-or-heat-wave-background-blue-sky-with-glowing-sun.jpg\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Completed Image ====> 69.beautiful-blue-sky-with-clouds-and-sun-stock-image_csp48563462.jpg\n",
      "Completed Image ====> 70.depositphotos_27325271-stock-photo-blue-sky-with-sun-and.jpg\n",
      "Completed Image ====> 71.blue-sky-and-sun-stock-illustration__k12148426.jpg\n",
      "URLError on an image...trying next one... Error: <urlopen error [Errno 11002] getaddrinfo failed>\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 72.graphicstock-sunny-background-blue-sky-with-white-clouds-and-sun_BKQeSECQs9e_SB_PM.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 73.3031517_stock-photo-blue-sky-with-clouds-and-sun.jpg\n",
      "Completed Image ====> 74.stickers-blue-sky-with-sun-and-beautiful-clouds.jpg\n",
      "Completed Image ====> 75.realistic-cloud-with-sun-and-blue-sky-vector-illustration.jpg\n",
      "Completed Image ====> 76.stock-photo-sky-summer-bright-clouds-sunshine-skyscape-blue-sky-bright-sun-summer-sky-b0a2f169-e297-4969-864c-22cc109b4290.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 77.view-blue-sky-sun-clouds-125437691.jpg\n",
      "Completed Image ====> 78.blue-sky-with-sun-and-beautiful-clo-stock-photograph__k16029966.jpg\n",
      "Completed Image ====> 79.beautiful-blue-sky-white-clouds-with-sun-light_63344-11.jpg\n",
      "Completed Image ====> 80.beautiful-sky-with-sun-and-clouds_gg58430056.jpg\n",
      "Completed Image ====> 81.realistic-cloud-with-sun-and-blue-sky-vector-illustration.jpg\n",
      "Completed Image ====> 82.wall-murals-blue-sky-with-sun-and-beautiful-clouds.jpg\n",
      "Completed Image ====> 83.D1152_58_018_0004_600.jpg\n",
      "Completed Image ====> 84.graphicstock-sunny-background-blue-sky-with-white-clouds-and-sun_BKQeSECQs9e_SB_PM.jpg\n",
      "Completed Image ====> 85.10060048.jpg\n",
      "Completed Image ====> 86.inline_image_preview.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 87.blue-sky-xxxl-image-of-sun-shining-konradlew.jpg\n",
      "Completed Image ====> 88.canva-blue-sky-with-bright-sun-MADesGoweMk.jpg\n",
      "Completed Image ====> 89.beautiful-blue-sky-with-clouds-stock-photo__k56634668.jpg\n",
      "Completed Image ====> 90.preview16.jpg\n",
      "Completed Image ====> 91.dvmbmy-92120952-b4df-4ea4-882a-0ff9ee4904f7.jpg\n",
      "Completed Image ====> 92.stock-photo-sky-summer-bright-clouds-sunshine-skyscape-blue-sky-bright-sun-summer-sky-b0a2f169-e297-4969-864c-22cc109b4290.jpg\n",
      "Completed Image ====> 93.depositphotos_54791869-stock-photo-blue-sky-with-clouds-and.jpg\n",
      "IOError on an image...trying next one... Error: The read operation timed out\n",
      "Completed Image ====> 94.blue-sky-with-sun-and-beautiful-clouds-stock-image_csp21723460.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 95.800px_COLOURBOX2200433.jpg\n",
      "Completed Image ====> 96.green-grass-and-blue-sky-with-sun_gg66428834.jpg\n",
      "Completed Image ====> 97.500_F_221175821_88GaHEdfyC8eX5JbAgrI4Qb7IaaAFxEE.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 98.stock-photo-beauty-in-nature-sun-sky-blue-clouds-sunshine-blue-sky-shining-shining-sun-6f42a0e8-0434-4f66-b173-ae3e8a33bc5a.jpg\n",
      "Completed Image ====> 99.79283454-vivid-rainbow-sky-website-banner-wide-blue-sky-with-pretty-clouds-a-bright-sun-shining-centre-top-an.jpg\n",
      "Completed Image ====> 100.7033460_stock-photo-green-grass-field-and-blue-sky-with-sun.jpg\n",
      "Completed Image ====> 101.vector-abstract-summer-background-with-sun-burst-blue-sky-on-desert-you-can-use-for-vacation-artwork-ad-poster-presentation-print.jpg\n",
      "Completed Image ====> 102.beautiful-blue-sky-with-bright-sun-stock-photography__k9743295.jpg\n",
      "Completed Image ====> 103.preview16.jpg\n",
      "Completed Image ====> 104.D95_58_017_0004_600.jpg\n",
      "Completed Image ====> 105.canva-blue-sky-background-with-the-sun%2Cblue-sky-with-white-clouds-floating-in-the-sky.-MADerJgOhaA.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 106.blue-sky-with-sun-rays-vector-illustration_csp49756020.jpg\n",
      "Completed Image ====> 107.1.jpg\n",
      "Completed Image ====> 108.800px_COLOURBOX2624122.jpg\n",
      "Completed Image ====> 109.bright-sun-on-blue-sky-with-clouds_gg54782443.jpg\n",
      "Completed Image ====> 110.57f9f771fbb4c4fb097b23c6.w800.jpg\n",
      "Completed Image ====> 111.240_F_99690885_8ewqLKJxBMpJmlWC6VFGr8NGdtFzVwUT.jpg\n",
      "Completed Image ====> 112.4823b3c6f4837a8ad0737aef4a5c8434_blue-sky-with-clouds-and-sun-stock-photo-image-of-beauty-clouds-_800-628.jpeg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 113.blue-sky-sun-ray.jpg\n",
      "Completed Image ====> 114.12-30-sky.jpg\n",
      "Completed Image ====> 115.clouds-against-a-bright-blue-sky-vector-24825161.jpg\n",
      "Completed Image ====> 116.inline_image_preview.jpg\n",
      "Completed Image ====> 117.dust-particles-on-blue-sky-with-sun-and-feather-cloud-at-spring-day-ta1y9c.jpg\n",
      "Completed Image ====> 118.depositphotos_206036616-stock-video-white-clouds-disappear-in-the.jpg\n",
      "Completed Image ====> 119.3089978-beautiful-banner-header-of-blue-sky-and-clouds-with-sun-in-center-.jpg\n",
      "Completed Image ====> 120.4005736_stock-photo-blue-sky-with-the-sun-shiningsunbeam-without-clouds.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 121.239-2390916_rays-sun-and-blue-sky.png\n",
      "Completed Image ====> 122.blue-sky-and-clouds-with-sun-low-angle-stock-image__u27457111.jpg\n",
      "Completed Image ====> 123.42355924-blue-sky-with-sun-light-and-clouds.jpg\n",
      "Completed Image ====> 124.beautiful-blue-sky-with-sun-stock-photography_csp31022508.jpg\n",
      "Completed Image ====> 125.blue-sky-rayleigh-scattering.jpg\n",
      "Completed Image ====> 126.4-cloudy-sky-with-sun-rays-blink-images.jpg\n",
      "Completed Image ====> 127.water_56640073_Cloud%20with%20sun%20rays%20in%20blue%20sky_m.jpg\n",
      "Completed Image ====> 128.elenamiv-blue-sky-with-clouds-and-sun_a-G-10361293-14258395.jpg\n",
      "Completed Image ====> 129.800px_COLOURBOX31395147.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 130.bright-sun-in-blue-sky.jpg\n",
      "Completed Image ====> 131.scenic-shining-sun-with-fluffy-clouds-at-sky-vector-21717486.jpg\n",
      "Completed Image ====> 132.blue-sky-sun-clouds-concept-religion-background-blue-sky-sun-beautiful-clouds-concept-religion-background-157851807.jpg\n",
      "IOError on an image...trying next one... Error: The read operation timed out\n",
      "Completed Image ====> 133.7387146-green-leaves-and-blue-sky-with-sun-and-copyspace.jpg\n",
      "Completed Image ====> 134.sun-on-blue-sky_gg72621101.jpg\n",
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      "\n",
      "\n",
      "Unfortunately all 500 could not be downloaded because some images were not downloadable. 370 is all we got for this search filter!\n",
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      "Item no.: 3 --> Item name = rain\n",
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      "Completed Image ====> 1.bvaq1ets_mumbai-rain_640x480_27_July_19.jpg\n",
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      "URLError on an image...trying next one... Error: <urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: self signed certificate in certificate chain (_ssl.c:1056)>\n",
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      "Completed Image ====> 356.in-chennai_rains_0.jpg\n",
      "\n",
      "\n",
      "Unfortunately all 500 could not be downloaded because some images were not downloadable. 356 is all we got for this search filter!\n",
      "\n",
      "Errors: 42\n",
      "\n",
      "\n",
      "Item no.: 4 --> Item name = sunrise\n",
      "Evaluating...\n",
      "Getting you a lot of images. This may take a few moments...\n",
      "Reached end of Page.\n",
      "Starting Download...\n",
      "Completed Image ====> 1.1564585348_Misty_Mountain_Kalsubai_-_4.jpg\n",
      "Completed Image ====> 2.garry-norris-main-beach-sunrise.jpg\n",
      "Completed Image ====> 3.sunrise-at-Forillon-National-Park_The-most-vivid-colours-are-seen-before-the-sun-rises-above-the-horizon.jpg\n",
      "Completed Image ====> 4.wish-to-enjoy-a-spectacular-sunrise-sunset-well-tell-you-where-to-go.jpg\n",
      "Completed Image ====> 5.https%3A%2F%2Fblogs-images.forbes.com%2Fmarshallshepherd%2Ffiles%2F2017%2F05%2F18698369_10212844348565183_8072570633462979037_n.jpg\n",
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      "Completed Image ====> 17.sunrise.jpeg\n",
      "Completed Image ====> 18.mount-batur-sunrise-hike-tour-2-433235_1530421535.PNG\n",
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      "Completed Image ====> 32.https%3A%2F%2Fblogs-images.forbes.com%2Fstartswithabang%2Ffiles%2F2017%2F03%2FSummer-Water-Sea-Sky-Ocean-Sunset-Buoy-Horizon-1094897.jpg\n",
      "Completed Image ====> 33.Sunrise-at-Angkor-Wat-in-Cambodia.jpg\n",
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      "Completed Image ====> 44.sunrise-22.jpg\n",
      "Completed Image ====> 45.MV5BYTU2NmRjMTAtZjczYS00M2I5LThjOTctZmFmZjc0NjRmNWU1XkEyXkFqcGdeQXVyNzc3MDg1NTM@._V1_UY1200_CR110,0,630,1200_AL_.jpg\n",
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      "Item no.: 5 --> Item name = bright sunny sky\n",
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      "Unfortunately all 500 could not be downloaded because some images were not downloadable. 0 is all we got for this search filter!\n",
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      "Item no.: 6 --> Item name = clouds\n",
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      "Completed Image ====> 1.giphy.gif\n",
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      "URLError on an image...trying next one... Error: <urlopen error [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1056)>\n",
      "Completed Image ====> 333.cloud_touch3_400.jpg\n",
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      "Completed Image ====> 345.210170-clouds.jpg\n",
      "URLError on an image...trying next one... Error: HTTP Error 403: Forbidden\n",
      "Completed Image ====> 346.Sunrise-On-Cloud-City-1024px.jpg\n",
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      "Completed Image ====> 359.69989815.jpg\n",
      "\n",
      "\n",
      "Unfortunately all 500 could not be downloaded because some images were not downloadable. 359 is all we got for this search filter!\n",
      "\n",
      "Errors: 40\n",
      "\n",
      "\n",
      "Item no.: 7 --> Item name = cloudy day\n",
      "Evaluating...\n",
      "Getting you a lot of images. This may take a few moments...\n",
      "Reached end of Page.\n",
      "Starting Download...\n",
      "\n",
      "\n",
      "Unfortunately all 500 could not be downloaded because some images were not downloadable. 0 is all we got for this search filter!\n",
      "\n",
      "Errors: 0\n",
      "\n",
      "\n",
      "Item no.: 8 --> Item name = rain pictures\n",
      "Evaluating...\n",
      "Getting you a lot of images. This may take a few moments...\n",
      "Reached end of Page.\n",
      "Starting Download...\n",
      "Completed Image ====> 1.01f7bf177184b1f1884f61517608817f--perfect-kiss-love-kiss.jpg\n",
      "Completed Image ====> 2.pexels-photo-459451.jpeg\n",
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      "Completed Image ====> 4.drops-of-rain-on-glass-838815210-5a823cc0a18d9e0036e325e2.jpg\n",
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      "Completed Image ====> 9.112718_KP_rainfall_feat.jpg\n",
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      "Completed Image ====> 17.TELEMMGLPICT000136990468_trans_NvBQzQNjv4BqIwl9IG5jqjTnMF_mYsqh_pUlecjHnB-Tj8AhLJz5PNg.jpeg\n",
      "Completed Image ====> 18.falling-raindrops-footage-animation-slow-260nw-490719547.jpg\n",
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      "Completed Image ====> 27.below-average-rainfall-in-june-reduces-crop-planting-by-21.jpg\n",
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      "Completed Image ====> 28.Rain_16e89305355_large.jpg\n",
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      "URLError on an image...trying next one... Error: HTTP Error 503: Service Temporarily Unavailable\n",
      "Completed Image ====> 30.seedling-rain-e1535656014239.jpg\n",
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      "Completed Image ====> 55.ChennaiRainNightPTI750.jpg\n",
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      "Completed Image ====> 83.28238-43569-water-iphone-l.jpg\n",
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      "Completed Image ====> 337.Belgavi%20rain.PNG\n",
      "Completed Image ====> 338.F200109OF03-640x400.jpg\n",
      "Completed Image ====> 339.SaharaDesertRainPower_web_600.jpg\n",
      "Completed Image ====> 340.rain_photo_EPS1234.jpg\n",
      "Completed Image ====> 341.IMG_20190926_181809.jpg\n",
      "Completed Image ====> 342.DRIVING_IN_THE_RAIN.jpg\n",
      "Completed Image ====> 343.Arlo-Ultra-in-the-rain-640x353.jpg\n",
      "Completed Image ====> 344.ride-in-the-rain.jpg\n",
      "Completed Image ====> 345.Dubai.jpg\n",
      "Completed Image ====> 346.Freezing_Rain_in_Canada-e1484681101769.jpg\n",
      "Completed Image ====> 347.rain_650_070516034708.jpg\n",
      "Completed Image ====> 348.before-heavy-rain-storm-on-260nw-725415166.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 349.Rain-Rep-Manasa-750-5.jpg\n",
      "Completed Image ====> 350.pexels-photo-39811.jpeg\n",
      "\n",
      "\n",
      "Unfortunately all 500 could not be downloaded because some images were not downloadable. 350 is all we got for this search filter!\n",
      "\n",
      "Errors: 50\n",
      "\n",
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pictures\\\\309.rain-gear-for-gentlemen_3870x1440-1030x383.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\310.Rain-Cloud-in-a-Jar-Science-Experiment-Pin.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\311.450x375_acidrainpathway_3-28.png', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\312.amritsar-rains-1.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\313.rains-jan212020.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\314.rain-sensing-automatic-car-viper.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\315.1564023619-2575.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather 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Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\336.128568-ejmcsrhbvm-1570282567.jpeg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\337.Belgavi%20rain.PNG', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\338.F200109OF03-640x400.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\339.SaharaDesertRainPower_web_600.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\340.rain_photo_EPS1234.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\341.IMG_20190926_181809.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\342.DRIVING_IN_THE_RAIN.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\343.Arlo-Ultra-in-the-rain-640x353.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\344.ride-in-the-rain.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\345.Dubai.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\346.Freezing_Rain_in_Canada-e1484681101769.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\347.rain_650_070516034708.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\348.before-heavy-rain-storm-on-260nw-725415166.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\349.Rain-Rep-Manasa-750-5.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\rain pictures\\\\350.pexels-photo-39811.jpeg']}, 273)\n"
     ]
    }
   ],
   "source": [
    "img_download(\n",
    "    path=r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\images\",\n",
    "    limit=500,\n",
    "    keyword=\"blue sky with sun,cloudy weather,rain,sunrise,bright sunny sky,clouds,cloudy day,rain pictures\",\n",
    "    format=\"jpg\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Item no.: 1 --> Item name = tropical beach\n",
      "Evaluating...\n",
      "Starting Download...\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 1.2497277-bigthumbnail.jpg\n",
      "Completed Image ====> 2.sand-3157732_960_720.jpg\n",
      "Completed Image ====> 3.Best-Tropical-Beach.jpg\n",
      "Completed Image ====> 4.2397774-bigthumbnail.jpg\n",
      "Completed Image ====> 5.2016_MG_4596.jpg\n",
      "Completed Image ====> 6.tropical-beach-1454007190ZAK.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 7.tropical-beach-samoa_53876-13199.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 8.500_F_141893485_4dXsLzVJUA0Hb4kZBF1PZUcB0VEvYFUT.jpg\n",
      "Completed Image ====> 9.Tropical-beach-in-Sri-Lanka.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 10.chairs-umbrella-palm-beach-tropical-260nw-559599520.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 11.beautiful-beach-white-sand-turquoise-260nw-1552900790.jpg\n",
      "Completed Image ====> 12.cddfc34ece3e0e3208c70f5356529794.jpg\n",
      "Completed Image ====> 13.palm-trees-on-the-tropical-beach-of-skynesher.jpg\n",
      "Completed Image ====> 14.stock-photo-tree-sea-beach-vacation-tropical-costa-rica-trees-caribbean-hawaii-3d7e024f-1ffd-4da7-9beb-361d6be250d7.jpg\n",
      "Completed Image ====> 15.50554.jpg\n",
      "Completed Image ====> 16.beautiful-tropical-beach-sea_74190-6745.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 17.AdobeStock_43903732_ifp0ds.jpg\n",
      "Completed Image ====> 18.tropical-beach-sea-waves-rest-and-relax-vector-26836559.jpg\n",
      "Completed Image ====> 19.2bdbea1d_z.jpg\n",
      "Completed Image ====> 20.4595154183_709f10ea75_b.jpg\n",
      "Completed Image ====> 21.beautiful-nature-tropical-beach-sea-with-chair-coconut-palm-tree-paradise-island_74190-1035.jpg\n",
      "Completed Image ====> 22.81pzFpJmZSL._SX425_.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 23.9320225becd589a430049066321bdfe9.jpg\n",
      "Completed Image ====> 24.palm-tropical-beach-600w-569532439.jpg\n",
      "Completed Image ====> 25.Tropical-Tales-Beach-Island-Inspired-Stories-Ker-Downey-Baja.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 26.Tropical-beach-in-Punta-Cana-Dominican-Republi.jpg\n",
      "Completed Image ====> 27.tropical-beach-and-palm-trees-1400x500.jpg\n",
      "Completed Image ====> 28.cartoon-tropical-beach-summer-landscape-background-vector-17191566.jpg\n",
      "Completed Image ====> 29.2016_MG_4600.jpg\n",
      "Completed Image ====> 30.2164784_stock-photo-tropical-beach-in-ko-phi-phi-thailand.jpg\n",
      "Completed Image ====> 31.225543542.jpg\n",
      "Completed Image ====> 32.summer-travel-destination-background-panorama-tropical-beach-scene-summer-travel-destination-design-summer-vacation-holiday-111325977.jpg\n",
      "Completed Image ====> 33.814hgyKloyL._SX425_.jpg\n",
      "Completed Image ====> 34.man-on-tropical-beach.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 35.storyblocks-beautiful-anse-intendance-tropical-beach-ocean-wave-roll-on-sandy-beach-with-coconut-palm-trees-mahe-seychelles_SsGl-XA92N_SB_PM.jpg\n",
      "Completed Image ====> 36.beautiful-tropical-beach-sea_74190-6802.jpg\n",
      "Completed Image ====> 37.beautiful-tropical-beach-coconut-palm-stock-photo_csp53757041.jpg\n",
      "Completed Image ====> 38.tropical-beach-background-summer-landscape-600w-1499547938.jpg\n",
      "Completed Image ====> 39.stickers-tropical-beach-destination.jpg\n",
      "Completed Image ====> 40.beautiful-tropical-beach-coconut-palm-stock-image_csp53852660.jpg\n",
      "Completed Image ====> 41.tropical-beach-sri-lanka.jpg\n",
      "Completed Image ====> 42.Top-10-Most-Tropical-Beach-Resorts-630x496.jpg\n",
      "Completed Image ====> 43.the-sea-palm-trees-and-tropical-beach-under-blue-vector-5030625.jpg\n",
      "Completed Image ====> 44..jpg\n",
      "Completed Image ====> 45.tropical-beach-stock-image__x18329942.jpg\n",
      "Completed Image ====> 46.189369209.jpg\n",
      "Completed Image ====> 47.d5766fa2_z.jpg\n",
      "Completed Image ====> 48.nature-panoramic-landscape-amazing-panorama-sandy-tropical-beach-with-scenery-palm-tree-with-swing-on-background-crystal-clear-sea-water-RJGB71.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 49.tropical-beach-varadero-cuba-sailboats-palm-trees-summer-day-turquoise-water-vacation-background-146187328.jpg\n",
      "Completed Image ====> 50.best-tropical-vacations-ambergris-caye.jpg\n",
      "Completed Image ====> 51.200v180000013w9t1BFF4_R_550_412_R5_Q70_D.jpg\n",
      "Completed Image ====> 52.WS-50354_WP.jpg\n",
      "Completed Image ====> 53.500_F_179817493_cOZ90dsHCSi1wdlvc9C0i5bhDxyO96Fc.jpg\n",
      "Completed Image ====> 54.view-of-a-tropical-beach-with-palm-trees-and-bungalows-on-a-sunny-day-transparent-ocean-water.jpg\n",
      "Completed Image ====> 55.2602420_17080508490054916304.jpg\n",
      "Completed Image ====> 56.pngtree-tropical-beach-with-coconut-tree-vector-background-png-image_3548391.jpg\n",
      "Completed Image ====> 57.c620x376.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 58.depositphotos_37390463-stock-photo-tropical-beach-scenery.jpg\n",
      "Completed Image ====> 59.boats-at-dock-on-tropical-beach-picture__x75460344.jpg\n",
      "Completed Image ====> 60.tropical-beach.jpg\n",
      "Completed Image ====> 61.canva-beautiful-tropical-beach-MABkmZHUsls.jpg\n",
      "Completed Image ====> 62.Awi7772-Tropical-Beach-Coconut-Palm-Tree-Summer-Ocean_wallpaper2_1024x1024.jpg\n",
      "Completed Image ====> 63.tropical-2090133_960_720.jpg\n",
      "Completed Image ====> 64.best-tropical-vacations-aitutaki.jpg\n",
      "Completed Image ====> 65.u-g-Q134ZRVO1ZLN.jpg\n",
      "Completed Image ====> 66.tropical-beach-vector-background_Mkabtlwd_SB_PM.jpg\n",
      "Completed Image ====> 67.Tropical-beach-with-palm-trees-and-umbrellas.jpg\n",
      "Completed Image ====> 68.pngtree-summer-sale-design-template-with-sunset-tropical-beach-and-coconut-trees-png-image_1151686.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 69.99996105-vector-flat-seaside-coastline-natural-landscape-tropical-beach-party-poster-banner-background-templa.jpg\n",
      "Completed Image ====> 70.negative-space-tropical-beach-coca-cola-blue-sky-oleg-magni-thumb-1.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 71.81z4mQMhsOL._SX425_.jpg\n",
      "Completed Image ====> 72.How-to-Paint-a-Tropical-Beach-Scene-1-of-3.jpg\n",
      "Completed Image ====> 73.6a.jpg\n",
      "Completed Image ====> 74.canva-tropical-beach-with-coconut-palm-tree-MADdR57-A1U.jpg\n",
      "Completed Image ====> 75.1dc269a755f3c333750f0a6138764e0a.png\n",
      "Completed Image ====> 76.TB-003-AU-Tropical-Beach-3-3.jpg\n",
      "Completed Image ====> 77.4e033f761e033b7b292088dc145e37e1.jpg\n",
      "Completed Image ====> 78.file_1578594052082823826620x310.jpg\n",
      "Invalid or missing image format. Skipping...\n",
      "Completed Image ====> 79.Palm-Trees-Lining-Nippah-Beach-a-Tropical-Beach-on-Lombok-West-Nusa-Tenggara-Indonesia-DSC-2985.jpg\n",
      "Completed Image ====> 80.u-g-E809H0.jpg\n",
      "Completed Image ====> 81.1382469988_original.jpg\n",
      "Completed Image ====> 82.NI3P5030_2_640x.jpg\n",
      "Completed Image ====> 83.Puerto-vallarta-Beach-700x352.jpg\n",
      "\n",
      "\n",
      "Unfortunately all 100 could not be downloaded because some images were not downloadable. 83 is all we got for this search filter!\n",
      "\n",
      "Errors: 17\n",
      "\n",
      "({'tropical beach': ['C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\1.2497277-bigthumbnail.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\2.sand-3157732_960_720.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\3.Best-Tropical-Beach.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\4.2397774-bigthumbnail.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\5.2016_MG_4596.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\6.tropical-beach-1454007190ZAK.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\7.tropical-beach-samoa_53876-13199.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\8.500_F_141893485_4dXsLzVJUA0Hb4kZBF1PZUcB0VEvYFUT.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\9.Tropical-beach-in-Sri-Lanka.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\10.chairs-umbrella-palm-beach-tropical-260nw-559599520.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\11.beautiful-beach-white-sand-turquoise-260nw-1552900790.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\12.cddfc34ece3e0e3208c70f5356529794.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\13.palm-trees-on-the-tropical-beach-of-skynesher.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\14.stock-photo-tree-sea-beach-vacation-tropical-costa-rica-trees-caribbean-hawaii-3d7e024f-1ffd-4da7-9beb-361d6be250d7.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\15.50554.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\16.beautiful-tropical-beach-sea_74190-6745.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\17.AdobeStock_43903732_ifp0ds.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\18.tropical-beach-sea-waves-rest-and-relax-vector-26836559.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\19.2bdbea1d_z.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\20.4595154183_709f10ea75_b.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\21.beautiful-nature-tropical-beach-sea-with-chair-coconut-palm-tree-paradise-island_74190-1035.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\22.81pzFpJmZSL._SX425_.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\23.9320225becd589a430049066321bdfe9.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\24.palm-tropical-beach-600w-569532439.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\25.Tropical-Tales-Beach-Island-Inspired-Stories-Ker-Downey-Baja.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical 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'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\68.pngtree-summer-sale-design-template-with-sunset-tropical-beach-and-coconut-trees-png-image_1151686.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\69.99996105-vector-flat-seaside-coastline-natural-landscape-tropical-beach-party-poster-banner-background-templa.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\70.negative-space-tropical-beach-coca-cola-blue-sky-oleg-magni-thumb-1.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\71.81z4mQMhsOL._SX425_.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\72.How-to-Paint-a-Tropical-Beach-Scene-1-of-3.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather 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beach\\\\79.Palm-Trees-Lining-Nippah-Beach-a-Tropical-Beach-on-Lombok-West-Nusa-Tenggara-Indonesia-DSC-2985.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\80.u-g-E809H0.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\81.1382469988_original.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\82.NI3P5030_2_640x.jpg', 'C:\\\\Users\\\\Aaditya Ghag\\\\Desktop\\\\Task for weather classification\\\\images\\\\tropical beach\\\\83.Puerto-vallarta-Beach-700x352.jpg']}, 17)\n"
     ]
    }
   ],
   "source": [
    "img_download(\n",
    "    path=r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\images\",\n",
    "    limit=100,\n",
    "    keyword=\"tropical beach\",\n",
    "    format=\"jpg\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Splitting data into training, validation, and testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting split-folders\n",
      "  Downloading https://files.pythonhosted.org/packages/20/67/29dda743e6d23ac1ea3d16704d8bbb48d65faf3f1b1eaf53153b3da56c56/split_folders-0.3.1-py3-none-any.whl\n",
      "Installing collected packages: split-folders\n",
      "Successfully installed split-folders-0.3.1\n"
     ]
    }
   ],
   "source": [
    "!pip install split-folders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Copying files: 1559 files [00:51, 30.32 files/s] \n"
     ]
    }
   ],
   "source": [
    "import split_folders\n",
    "orig_path = r'C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\data'\n",
    "output_path = r'C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\weatherDataset'\n",
    "### split for train :validation:tet == 75:20:05\n",
    "split_folders.ratio(orig_path, output=output_path, seed=2, ratio=(.8, .1,.1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I have combined validation dataset and testing dataset after the split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train set size:  1239\n",
      "Validation set size:  295\n"
     ]
    }
   ],
   "source": [
    "(train, val) = (0, 0)\n",
    "for root, dirs, files in os.walk(r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\weatherDataset\\train\"):\n",
    "    train += len(files)\n",
    "print('Train set size: ',train)\n",
    "\n",
    "for root, dirs, files in os.walk(r\"C:\\Users\\Aaditya Ghag\\Desktop\\Task for weather classification\\weatherDataset\\val\"):\n",
    "    val += len(files)\n",
    "print('Validation set size: ',val)"
   ]
  }
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